{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/env python\n",
    "# coding: utf-8\n",
    "import sys\n",
    "import scanpy as sc\n",
    "import scanpy.external as sce\n",
    "import anndata\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import gc\n",
    "import matplotlib as mpl\n",
    "from matplotlib import rcParams\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import bbknn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_and_qc(sample_name, path, force_filter = True):\n",
    "    r\"\"\" This function reads the data for one 10X spatial experiment into the anndata object.\n",
    "    It also calculates QC metrics. Modify this function if required by your workflow.\n",
    "\n",
    "    :param sample_name: Name of the sample\n",
    "    :param path: path to data\n",
    "    \"\"\"\n",
    "\n",
    "    adata = sc.read_visium(path + str(sample_name) + '/outs',\n",
    "                           count_file='filtered_feature_bc_matrix.h5', \n",
    "                           load_images=False)\n",
    "    \n",
    "    adata.obs['sample'] = sample_name\n",
    "    adata.var['SYMBOL'] = adata.var_names\n",
    "\n",
    "    # Calculate QC metrics\n",
    "    sc.pp.calculate_qc_metrics(adata, inplace=True)\n",
    "    adata.var['mt'] = [gene.startswith('MT-') for gene in adata.var['SYMBOL']]\n",
    "    adata.var['rps'] = [gene.startswith('RPS') for gene in adata.var['SYMBOL']]\n",
    "    adata.var['mrp'] = [gene.startswith('MRP') for gene in adata.var['SYMBOL']]\n",
    "    adata.var['rpl'] = [gene.startswith('RPL') for gene in adata.var['SYMBOL']]\n",
    "    adata.obs['mt_frac'] = adata[:,adata.var['mt'].tolist()].X.sum(1).A.squeeze()/adata.obs['total_counts']\n",
    "\n",
    "    # add sample name to obs names\n",
    "    adata.obs[\"sample\"] = [str(i) for i in adata.obs['sample']]\n",
    "    adata.obs_names = adata.obs[\"sample\"] + '_' + adata.obs_names\n",
    "    adata.obs.index.name = 'spot_id'\n",
    "    adata.var[\"duplicated\"] = adata.var['SYMBOL'].duplicated(keep = \"first\")\n",
    "    adata = adata[:, ~adata.var['duplicated'].values]\n",
    "    \n",
    "    if force_filter:\n",
    "        # First filter: mt and rb genes\n",
    "        # mitochondria-encoded (MT) genes should be removed for spatial mapping\n",
    "        adata.obsm['mt'] = adata[:,   adata.var['mt'].values | \n",
    "                              adata.var['rps'].values |\n",
    "                              adata.var['mrp'].values |\n",
    "                              adata.var['rpl'].values].X.toarray() \n",
    "        \n",
    "        adata = adata[:, ~ (adata.var['mt'].values | \n",
    "                              adata.var['rps'].values |\n",
    "                              adata.var['mrp'].values |\n",
    "                              adata.var['rpl'].values)]\n",
    "        \n",
    "        # Second filter\n",
    "        # Genes expressed in less than 10 spots\n",
    "        adata = adata[:, adata.var['n_cells_by_counts'].values > 10]\n",
    "        \n",
    "        # Third filter\n",
    "        # spots with no information (less than 300 genes and 500 UMIs)\n",
    "        sc.pp.calculate_qc_metrics(adata, inplace=True)\n",
    "        adata = adata[(adata.obs['n_genes_by_counts'].values > 300) & \n",
    "              (adata.obs['total_counts'].values > 500), :] \n",
    "        \n",
    "\n",
    "    return adata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adata stuff\n",
    "sp_data_folder = \"/Users/ricardoramirez/Dropbox/PhD/Research/mi_atlas/visium_data/\"\n",
    "sample_names = [i for i in os.listdir(sp_data_folder) if i != \".DS_Store\"]\n",
    "sample_names = sample_names[0:11]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "/Users/ricardoramirez/opt/miniconda3/envs/cellpymc/lib/python3.7/site-packages/scanpy/preprocessing/_normalization.py:138: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
      "  view_to_actual(adata)\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Trying to set attribute `.obs` of view, copying.\n"
     ]
    }
   ],
   "source": [
    "#######################\n",
    "# Read the data into anndata objects\n",
    "slides = []\n",
    "for i in sample_names:\n",
    "    slide_i = read_and_qc(i, path = sp_data_folder, force_filter = True)\n",
    "    sc.pp.normalize_total(slide_i, target_sum=1e4)\n",
    "    # Log transform\n",
    "    sc.pp.log1p(slide_i)\n",
    "    slides.append(slide_i)\n",
    "\n",
    "# Combine anndata objects together\n",
    "adata = slides[0].concatenate(\n",
    "    slides[1:],\n",
    "    batch_key=\"sample\",\n",
    "    uns_merge=\"unique\",\n",
    "    batch_categories=sample_names,\n",
    "    index_unique=None\n",
    ")\n",
    "\n",
    "del slides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th>n_genes_by_counts</th>\n",
       "      <th>log1p_n_genes_by_counts</th>\n",
       "      <th>total_counts</th>\n",
       "      <th>log1p_total_counts</th>\n",
       "      <th>pct_counts_in_top_50_genes</th>\n",
       "      <th>pct_counts_in_top_100_genes</th>\n",
       "      <th>pct_counts_in_top_200_genes</th>\n",
       "      <th>pct_counts_in_top_500_genes</th>\n",
       "      <th>mt_frac</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spot_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAACGAATAGTTC-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>1831</td>\n",
       "      <td>7.513164</td>\n",
       "      <td>3092.0</td>\n",
       "      <td>8.036897</td>\n",
       "      <td>20.375162</td>\n",
       "      <td>27.846054</td>\n",
       "      <td>38.195343</td>\n",
       "      <td>56.953428</td>\n",
       "      <td>0.177957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAAGTATCTCCCA-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>3905</td>\n",
       "      <td>8.270269</td>\n",
       "      <td>9558.0</td>\n",
       "      <td>9.165238</td>\n",
       "      <td>21.500314</td>\n",
       "      <td>28.269512</td>\n",
       "      <td>36.398828</td>\n",
       "      <td>50.502197</td>\n",
       "      <td>0.042848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAATCTACTAGCA-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>1866</td>\n",
       "      <td>7.532088</td>\n",
       "      <td>3347.0</td>\n",
       "      <td>8.116118</td>\n",
       "      <td>23.872124</td>\n",
       "      <td>30.833582</td>\n",
       "      <td>40.663281</td>\n",
       "      <td>59.037944</td>\n",
       "      <td>0.247531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAGAGCGACTCCT-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>3235</td>\n",
       "      <td>8.082093</td>\n",
       "      <td>7496.0</td>\n",
       "      <td>8.922258</td>\n",
       "      <td>23.038954</td>\n",
       "      <td>30.696371</td>\n",
       "      <td>38.980790</td>\n",
       "      <td>53.308431</td>\n",
       "      <td>0.052940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACATTTCCCGGATT-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>2760</td>\n",
       "      <td>7.923348</td>\n",
       "      <td>6122.0</td>\n",
       "      <td>8.719808</td>\n",
       "      <td>22.803006</td>\n",
       "      <td>30.708919</td>\n",
       "      <td>40.068605</td>\n",
       "      <td>55.276054</td>\n",
       "      <td>0.123254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTGTTTCCCGAAAG-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>1291</td>\n",
       "      <td>7.163947</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>7.783224</td>\n",
       "      <td>30.179241</td>\n",
       "      <td>38.516048</td>\n",
       "      <td>48.812005</td>\n",
       "      <td>67.027928</td>\n",
       "      <td>0.474666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTGTGTGTCAAGA-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>1345</td>\n",
       "      <td>7.204893</td>\n",
       "      <td>2529.0</td>\n",
       "      <td>7.835975</td>\n",
       "      <td>28.390668</td>\n",
       "      <td>37.406089</td>\n",
       "      <td>48.319494</td>\n",
       "      <td>66.587584</td>\n",
       "      <td>0.454772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTTCACATCCAGG-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>998</td>\n",
       "      <td>6.906755</td>\n",
       "      <td>1611.0</td>\n",
       "      <td>7.385231</td>\n",
       "      <td>26.753569</td>\n",
       "      <td>36.685289</td>\n",
       "      <td>49.099938</td>\n",
       "      <td>69.087523</td>\n",
       "      <td>0.340487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTTCATTAGTCTA-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>1430</td>\n",
       "      <td>7.266129</td>\n",
       "      <td>2534.0</td>\n",
       "      <td>7.837949</td>\n",
       "      <td>24.467245</td>\n",
       "      <td>33.425414</td>\n",
       "      <td>45.185478</td>\n",
       "      <td>63.299132</td>\n",
       "      <td>0.378999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTTCCATACAACT-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>1391</td>\n",
       "      <td>7.238497</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>7.907284</td>\n",
       "      <td>28.055965</td>\n",
       "      <td>37.371134</td>\n",
       "      <td>48.637703</td>\n",
       "      <td>67.194404</td>\n",
       "      <td>0.399165</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34931 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           sample  n_genes_by_counts  \\\n",
       "spot_id                                                                \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1  Visium_7_CK285               1831   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1  Visium_7_CK285               3905   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1  Visium_7_CK285               1866   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1  Visium_7_CK285               3235   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1  Visium_7_CK285               2760   \n",
       "...                                           ...                ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1  Visium_1_CK279               1291   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1  Visium_1_CK279               1345   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1  Visium_1_CK279                998   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1  Visium_1_CK279               1430   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1  Visium_1_CK279               1391   \n",
       "\n",
       "                                   log1p_n_genes_by_counts  total_counts  \\\n",
       "spot_id                                                                    \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                 7.513164        3092.0   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                 8.270269        9558.0   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                 7.532088        3347.0   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                 8.082093        7496.0   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                 7.923348        6122.0   \n",
       "...                                                    ...           ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                 7.163947        2399.0   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                 7.204893        2529.0   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                 6.906755        1611.0   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                 7.266129        2534.0   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                 7.238497        2716.0   \n",
       "\n",
       "                                   log1p_total_counts  \\\n",
       "spot_id                                                 \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1            8.036897   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1            9.165238   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1            8.116118   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1            8.922258   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1            8.719808   \n",
       "...                                               ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1            7.783224   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1            7.835975   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1            7.385231   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1            7.837949   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1            7.907284   \n",
       "\n",
       "                                   pct_counts_in_top_50_genes  \\\n",
       "spot_id                                                         \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                   20.375162   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                   21.500314   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                   23.872124   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                   23.038954   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                   22.803006   \n",
       "...                                                       ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                   30.179241   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                   28.390668   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                   26.753569   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                   24.467245   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                   28.055965   \n",
       "\n",
       "                                   pct_counts_in_top_100_genes  \\\n",
       "spot_id                                                          \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                    27.846054   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                    28.269512   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                    30.833582   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                    30.696371   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                    30.708919   \n",
       "...                                                        ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                    38.516048   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                    37.406089   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                    36.685289   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                    33.425414   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                    37.371134   \n",
       "\n",
       "                                   pct_counts_in_top_200_genes  \\\n",
       "spot_id                                                          \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                    38.195343   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                    36.398828   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                    40.663281   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                    38.980790   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                    40.068605   \n",
       "...                                                        ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                    48.812005   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                    48.319494   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                    49.099938   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                    45.185478   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                    48.637703   \n",
       "\n",
       "                                   pct_counts_in_top_500_genes   mt_frac  \n",
       "spot_id                                                                   \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                    56.953428  0.177957  \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                    50.502197  0.042848  \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                    59.037944  0.247531  \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                    53.308431  0.052940  \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                    55.276054  0.123254  \n",
       "...                                                        ...       ...  \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                    67.027928  0.474666  \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                    66.587584  0.454772  \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                    69.087523  0.340487  \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                    63.299132  0.378999  \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                    67.194404  0.399165  \n",
       "\n",
       "[34931 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'feature_types' as categorical\n",
      "... storing 'genome' as categorical\n",
      "/Users/ricardoramirez/opt/miniconda3/envs/cellpymc/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "/Users/ricardoramirez/opt/miniconda3/envs/cellpymc/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (34931, 3000)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.obs` of view, copying.\n"
     ]
    }
   ],
   "source": [
    "# Identify highly-variable genes\n",
    "sc.pp.highly_variable_genes(adata, min_mean=0.0125, max_mean=3, \n",
    "                            min_disp=0.5, batch_key='sample')\n",
    "\n",
    "# Save raw gene expression\n",
    "adata.raw = adata\n",
    "adata.uns['hvg']['ngene'] = adata.shape[1]\n",
    "\n",
    "# Filter HVG. \n",
    "# Select top 3000 HVG in as much batches as possible\n",
    "# Genes need to be HV in at least 2 batches\n",
    "num_hvg_genes = 3000\n",
    "batch_msk = np.array(adata.var.highly_variable_nbatches > 1)\n",
    "hvg = adata.var[batch_msk].sort_values('highly_variable_nbatches').tail(num_hvg_genes).index\n",
    "adata = adata[:, hvg]\n",
    "print(\"Shape:\", adata.shape)\n",
    "\n",
    "# Update QC metrics\n",
    "sc.pp.calculate_qc_metrics(adata, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)\n",
    "\n",
    "# Compute PCA\n",
    "sc.pp.scale(adata, max_value=10)\n",
    "sc.tl.pca(adata, svd_solver='arpack')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.pca(adata,color=\"sample\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "sce.pp.bbknn(adata, batch_key= 'sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=\"sample\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-08-04 18:00:30,995 - harmonypy - INFO - Iteration 1 of 30\n",
      "2021-08-04 18:00:42,914 - harmonypy - INFO - Iteration 2 of 30\n",
      "2021-08-04 18:00:53,951 - harmonypy - INFO - Converged after 2 iterations\n"
     ]
    }
   ],
   "source": [
    "sce.pp.harmony_integrate(adata, 'sample', \n",
    "                             adjusted_basis='X_pca', \n",
    "                             max_iter_harmony=30)\n",
    "    \n",
    "    # Compute NN using updated PCA\n",
    "sc.pp.neighbors(adata, n_neighbors=10, n_pcs=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=\"sample\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ricardoramirez/opt/miniconda3/envs/cellpymc/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "sc.tl.pca(adata, svd_solver='arpack')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.         0.09412528 0.21933296 0.10708202 0.40575354 0.07925311\n",
      "  0.12511118 0.0337356  0.12010582 0.41226078 0.10132159]\n",
      " [0.         0.         0.49107433 0.04608893 0.01720221 0.40344044\n",
      "  0.49334632 0.16293411 0.02539683 0.00908796 0.33871757]\n",
      " [0.         0.         0.         0.04578858 0.03759186 0.40165975\n",
      "  0.61873703 0.17225806 0.11269841 0.02035048 0.44836025]\n",
      " [0.         0.         0.         0.         0.01703578 0.34149378\n",
      "  0.01046483 0.0734972  0.47671958 0.46458992 0.00632757]\n",
      " [0.         0.         0.         0.         0.         0.02365145\n",
      "  0.03409428 0.00387097 0.01904762 0.07103471 0.01762115]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.1406639  0.66390041 0.34603175 0.03941909 0.16642193]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.07935484 0.00634921 0.00389231 0.53957901]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.43968254 0.04995135 0.07244249]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.28316575 0.01058201]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.00195791]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.        ]]\n",
      "Processing datasets Visium_16_CK294 <=> Visium_14_CK292\n",
      "Processing datasets Visium_5_CK283 <=> AKK003_157777\n",
      "Processing datasets AKK003_157777 <=> Visium_1_CK279\n",
      "Processing datasets AKK001_157785 <=> AKK003_157777\n",
      "Processing datasets AKK001_157785 <=> Visium_5_CK283\n",
      "Processing datasets Visium_19_CK297 <=> Visium_11_CK289\n",
      "Processing datasets Visium_19_CK297 <=> Visium_20_CK298\n",
      "Processing datasets Visium_5_CK283 <=> Visium_1_CK279\n",
      "Processing datasets Visium_14_CK292 <=> Visium_11_CK289\n",
      "Processing datasets Visium_7_CK285 <=> Visium_20_CK298\n",
      "Processing datasets Visium_7_CK285 <=> AKK002_157781\n",
      "Processing datasets AKK001_157785 <=> Visium_16_CK294\n",
      "Processing datasets Visium_5_CK283 <=> Visium_16_CK294\n",
      "Processing datasets Visium_16_CK294 <=> Visium_11_CK289\n",
      "Processing datasets Visium_19_CK297 <=> Visium_16_CK294\n",
      "Processing datasets AKK001_157785 <=> Visium_1_CK279\n",
      "Processing datasets Visium_11_CK289 <=> Visium_20_CK298\n",
      "Processing datasets Visium_7_CK285 <=> Visium_5_CK283\n",
      "Processing datasets Visium_5_CK283 <=> Visium_14_CK292\n",
      "Processing datasets Visium_16_CK294 <=> Visium_1_CK279\n",
      "Processing datasets AKK001_157785 <=> Visium_14_CK292\n",
      "Processing datasets Visium_16_CK294 <=> AKK003_157777\n",
      "Processing datasets Visium_7_CK285 <=> AKK003_157777\n",
      "Processing datasets Visium_7_CK285 <=> Visium_11_CK289\n",
      "Processing datasets Visium_5_CK283 <=> Visium_11_CK289\n",
      "Processing datasets Visium_7_CK285 <=> Visium_19_CK297\n",
      "Processing datasets Visium_7_CK285 <=> Visium_1_CK279\n"
     ]
    }
   ],
   "source": [
    "sce.pp.scanorama_integrate(adata, 'sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'X_scanorama' in adata.obsm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(adata, use_rep=\"X_scanorama\")\n",
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color=\"sample\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.8.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'bbknn' has no attribute '__version__'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-d16a224a092e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbbknn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__version__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: module 'bbknn' has no attribute '__version__'"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'X_scanorama'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-be787a8f41f6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0madata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobsm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"X_scanorama\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/opt/miniconda3/envs/cellpymc/lib/python3.7/site-packages/anndata/_core/aligned_mapping.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    146\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    147\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mV\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 148\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    149\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    150\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mV\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'X_scanorama'"
     ]
    }
   ],
   "source": [
    "adata.obsm[\"X_scanorama\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th>n_genes_by_counts</th>\n",
       "      <th>log1p_n_genes_by_counts</th>\n",
       "      <th>total_counts</th>\n",
       "      <th>log1p_total_counts</th>\n",
       "      <th>pct_counts_in_top_50_genes</th>\n",
       "      <th>pct_counts_in_top_100_genes</th>\n",
       "      <th>pct_counts_in_top_200_genes</th>\n",
       "      <th>pct_counts_in_top_500_genes</th>\n",
       "      <th>mt_frac</th>\n",
       "      <th>total_counts_mt</th>\n",
       "      <th>pct_counts_mt</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spot_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAACGAATAGTTC-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>402</td>\n",
       "      <td>7.513164</td>\n",
       "      <td>682.317566</td>\n",
       "      <td>8.036897</td>\n",
       "      <td>20.375162</td>\n",
       "      <td>27.846054</td>\n",
       "      <td>38.195343</td>\n",
       "      <td>56.953428</td>\n",
       "      <td>0.177957</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAAGTATCTCCCA-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>773</td>\n",
       "      <td>8.270269</td>\n",
       "      <td>800.206909</td>\n",
       "      <td>9.165238</td>\n",
       "      <td>21.500314</td>\n",
       "      <td>28.269512</td>\n",
       "      <td>36.398828</td>\n",
       "      <td>50.502197</td>\n",
       "      <td>0.042848</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAATCTACTAGCA-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>423</td>\n",
       "      <td>7.532088</td>\n",
       "      <td>704.700195</td>\n",
       "      <td>8.116118</td>\n",
       "      <td>23.872124</td>\n",
       "      <td>30.833582</td>\n",
       "      <td>40.663281</td>\n",
       "      <td>59.037944</td>\n",
       "      <td>0.247531</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACAGAGCGACTCCT-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>665</td>\n",
       "      <td>8.082093</td>\n",
       "      <td>799.876648</td>\n",
       "      <td>8.922258</td>\n",
       "      <td>23.038954</td>\n",
       "      <td>30.696371</td>\n",
       "      <td>38.980790</td>\n",
       "      <td>53.308431</td>\n",
       "      <td>0.052940</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_7_CK285_AAACATTTCCCGGATT-1</th>\n",
       "      <td>Visium_7_CK285</td>\n",
       "      <td>579</td>\n",
       "      <td>7.923348</td>\n",
       "      <td>761.332703</td>\n",
       "      <td>8.719808</td>\n",
       "      <td>22.803006</td>\n",
       "      <td>30.708919</td>\n",
       "      <td>40.068605</td>\n",
       "      <td>55.276054</td>\n",
       "      <td>0.123254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTGTTTCCCGAAAG-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>235</td>\n",
       "      <td>7.163947</td>\n",
       "      <td>451.134308</td>\n",
       "      <td>7.783224</td>\n",
       "      <td>30.179241</td>\n",
       "      <td>38.516048</td>\n",
       "      <td>48.812005</td>\n",
       "      <td>67.027928</td>\n",
       "      <td>0.474666</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTGTGTGTCAAGA-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>247</td>\n",
       "      <td>7.204893</td>\n",
       "      <td>466.527710</td>\n",
       "      <td>7.835975</td>\n",
       "      <td>28.390668</td>\n",
       "      <td>37.406089</td>\n",
       "      <td>48.319494</td>\n",
       "      <td>66.587584</td>\n",
       "      <td>0.454772</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTTCACATCCAGG-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>207</td>\n",
       "      <td>6.906755</td>\n",
       "      <td>454.367554</td>\n",
       "      <td>7.385231</td>\n",
       "      <td>26.753569</td>\n",
       "      <td>36.685289</td>\n",
       "      <td>49.099938</td>\n",
       "      <td>69.087523</td>\n",
       "      <td>0.340487</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTTCATTAGTCTA-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>324</td>\n",
       "      <td>7.266129</td>\n",
       "      <td>597.604614</td>\n",
       "      <td>7.837949</td>\n",
       "      <td>24.467245</td>\n",
       "      <td>33.425414</td>\n",
       "      <td>45.185478</td>\n",
       "      <td>63.299132</td>\n",
       "      <td>0.378999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Visium_1_CK279_TTGTTTCCATACAACT-1</th>\n",
       "      <td>Visium_1_CK279</td>\n",
       "      <td>266</td>\n",
       "      <td>7.238497</td>\n",
       "      <td>492.047119</td>\n",
       "      <td>7.907284</td>\n",
       "      <td>28.055965</td>\n",
       "      <td>37.371134</td>\n",
       "      <td>48.637703</td>\n",
       "      <td>67.194404</td>\n",
       "      <td>0.399165</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34931 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           sample  n_genes_by_counts  \\\n",
       "spot_id                                                                \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1  Visium_7_CK285                402   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1  Visium_7_CK285                773   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1  Visium_7_CK285                423   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1  Visium_7_CK285                665   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1  Visium_7_CK285                579   \n",
       "...                                           ...                ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1  Visium_1_CK279                235   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1  Visium_1_CK279                247   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1  Visium_1_CK279                207   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1  Visium_1_CK279                324   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1  Visium_1_CK279                266   \n",
       "\n",
       "                                   log1p_n_genes_by_counts  total_counts  \\\n",
       "spot_id                                                                    \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                 7.513164    682.317566   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                 8.270269    800.206909   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                 7.532088    704.700195   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                 8.082093    799.876648   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                 7.923348    761.332703   \n",
       "...                                                    ...           ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                 7.163947    451.134308   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                 7.204893    466.527710   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                 6.906755    454.367554   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                 7.266129    597.604614   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                 7.238497    492.047119   \n",
       "\n",
       "                                   log1p_total_counts  \\\n",
       "spot_id                                                 \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1            8.036897   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1            9.165238   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1            8.116118   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1            8.922258   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1            8.719808   \n",
       "...                                               ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1            7.783224   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1            7.835975   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1            7.385231   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1            7.837949   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1            7.907284   \n",
       "\n",
       "                                   pct_counts_in_top_50_genes  \\\n",
       "spot_id                                                         \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                   20.375162   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                   21.500314   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                   23.872124   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                   23.038954   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                   22.803006   \n",
       "...                                                       ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                   30.179241   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                   28.390668   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                   26.753569   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                   24.467245   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                   28.055965   \n",
       "\n",
       "                                   pct_counts_in_top_100_genes  \\\n",
       "spot_id                                                          \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                    27.846054   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                    28.269512   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                    30.833582   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                    30.696371   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                    30.708919   \n",
       "...                                                        ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                    38.516048   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                    37.406089   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                    36.685289   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                    33.425414   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                    37.371134   \n",
       "\n",
       "                                   pct_counts_in_top_200_genes  \\\n",
       "spot_id                                                          \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                    38.195343   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                    36.398828   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                    40.663281   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                    38.980790   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                    40.068605   \n",
       "...                                                        ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                    48.812005   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                    48.319494   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                    49.099938   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                    45.185478   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                    48.637703   \n",
       "\n",
       "                                   pct_counts_in_top_500_genes   mt_frac  \\\n",
       "spot_id                                                                    \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1                    56.953428  0.177957   \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1                    50.502197  0.042848   \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1                    59.037944  0.247531   \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1                    53.308431  0.052940   \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1                    55.276054  0.123254   \n",
       "...                                                        ...       ...   \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1                    67.027928  0.474666   \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1                    66.587584  0.454772   \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1                    69.087523  0.340487   \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1                    63.299132  0.378999   \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1                    67.194404  0.399165   \n",
       "\n",
       "                                   total_counts_mt  pct_counts_mt  \n",
       "spot_id                                                            \n",
       "Visium_7_CK285_AAACAACGAATAGTTC-1              0.0            0.0  \n",
       "Visium_7_CK285_AAACAAGTATCTCCCA-1              0.0            0.0  \n",
       "Visium_7_CK285_AAACAATCTACTAGCA-1              0.0            0.0  \n",
       "Visium_7_CK285_AAACAGAGCGACTCCT-1              0.0            0.0  \n",
       "Visium_7_CK285_AAACATTTCCCGGATT-1              0.0            0.0  \n",
       "...                                            ...            ...  \n",
       "Visium_1_CK279_TTGTGTTTCCCGAAAG-1              0.0            0.0  \n",
       "Visium_1_CK279_TTGTTGTGTGTCAAGA-1              0.0            0.0  \n",
       "Visium_1_CK279_TTGTTTCACATCCAGG-1              0.0            0.0  \n",
       "Visium_1_CK279_TTGTTTCATTAGTCTA-1              0.0            0.0  \n",
       "Visium_1_CK279_TTGTTTCCATACAACT-1              0.0            0.0  \n",
       "\n",
       "[34931 rows x 12 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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